EDA techniques

EDA techniques

1. Descriptive Analysis

   • Mean
   • Median
   • Mode
   • Min and max
   • Range
   • Quartiles
   • Std

2. Data Visualization

   • Box plots
   • Scatter plots
   • Histograms and density diagrams

3. Correlation

   • Correlation coefficients
   • Correlation heatmaps

4. Principal Component Analysis

5. Data Preprocessing

   • Outlier treatment
   • Missing values treatment
   • Normalization or standardization

6. Analysis of the Response Variable

   • Q-Q plots